{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "<a target=\"_blank\" href=\"https://colab.research.google.com/github/cohere-ai/notebooks/blob/main/notebooks/llmu/Visualizing_Text_Embeddings.ipynb\">\n",
        "  <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/>\n",
        "</a>"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "psRggLwvhi1E"
      },
      "source": [
        "In this notebook, we understand the intuition behind text embeddings, what use cases are they good for, and how we can customize them via finetuning.\n",
        "\n",
        "Read the accompanying [blog post here](https://txt.cohere.ai/text-embeddings/)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "-H_N7AkCV0P-"
      },
      "outputs": [],
      "source": [
        "# TODO: upgrade to \"cohere>5\"\n",
        "! pip install cohere altair -q"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "Zg5H7gd7V0Mu"
      },
      "outputs": [],
      "source": [
        "import cohere\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import altair as alt\n",
        "\n",
        "\n",
        "co = cohere.Client(\"COHERE_API_KEY\") # Get your API key here: https://dashboard.cohere.com/api-keys"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "6L_l-uSXe3BQ",
        "outputId": "879229a3-3abc-4dbc-d85f-4e385e5c3807"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>query</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>which airlines fly from boston to washington ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>show me the airlines that fly between toronto...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>show me round trip first class tickets from n...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>i'd like the lowest fare from denver to pitts...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>show me a list of ground transportation at bo...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                               query\n",
              "0   which airlines fly from boston to washington ...\n",
              "1   show me the airlines that fly between toronto...\n",
              "2   show me round trip first class tickets from n...\n",
              "3   i'd like the lowest fare from denver to pitts...\n",
              "4   show me a list of ground transportation at bo..."
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Load the dataset to a dataframe\n",
        "df_orig = pd.read_csv('https://raw.githubusercontent.com/cohere-ai/notebooks/main/notebooks/data/atis_intents_train.csv',names=['intent','query'])\n",
        "\n",
        "# Take a small sample for illustration purposes\n",
        "sample_classes = ['atis_airfare', 'atis_airline', 'atis_ground_service']\n",
        "df = df_orig.sample(frac=0.1, random_state=30)\n",
        "df = df[df.intent.isin(sample_classes)]\n",
        "df_orig = df_orig.drop(df.index)\n",
        "df.reset_index(drop=True,inplace=True)\n",
        "\n",
        "# Remove unnecessary column \n",
        "intents = df['intent'] #save for a later need\n",
        "df.drop(columns=['intent'], inplace=True)\n",
        "df.head()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "gmxKlGS5oWH4"
      },
      "source": [
        "# 1. Intuition"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "UnsrDkjxixac"
      },
      "source": [
        "When you hear about large language models (LLM), probably the first thing that comes to mind is the text generation capability, such as writing an essay or creating a marketing copy.\n",
        "\n",
        "But another thing you can get is text representation: a set of numbers that represent what the text means, and somehow capture the semantics of the text. These numbers are called text embeddings."
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "7DCjxgsVi-Pr"
      },
      "source": [
        "![Comparing text generation and text representation](https://github.com/cohere-ai/notebooks/raw/main/notebooks/images/vis-embeds/1-text-gen-rep.png)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "4_YQVuAbf3Xh"
      },
      "source": [
        "## 1.1 - Turn text into embeddings"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "QtStMqMphEbY"
      },
      "outputs": [],
      "source": [
        "# Get text embeddings\n",
        "def get_embeddings(texts, model='embed-english-v3.0', input_type=\"search_document\"):\n",
        "  output = co.embed(\n",
        "                model=model,\n",
        "                input_type=input_type,\n",
        "                texts=texts)\n",
        "  return output.embeddings"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "-5LK9ucKhPt6",
        "outputId": "fa67c2f4-c4d5-48c2-db0b-4808a269ff89"
      },
      "outputs": [
        {
          "data": {
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              "\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>query</th>\n",
              "      <th>query_embeds</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>which airlines fly from boston to washington ...</td>\n",
              "      <td>[0.026550293, 0.012084961, -0.00881958, 0.0113...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>show me the airlines that fly between toronto...</td>\n",
              "      <td>[0.013084412, 0.01776123, -0.014343262, -0.003...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>show me round trip first class tickets from n...</td>\n",
              "      <td>[0.02053833, -0.038482666, 0.061523438, 0.0099...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>i'd like the lowest fare from denver to pitts...</td>\n",
              "      <td>[0.0016889572, 0.015411377, -0.029052734, 0.03...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>show me a list of ground transportation at bo...</td>\n",
              "      <td>[0.03793335, -0.008010864, -0.002319336, -0.01...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                               query  \\\n",
              "0   which airlines fly from boston to washington ...   \n",
              "1   show me the airlines that fly between toronto...   \n",
              "2   show me round trip first class tickets from n...   \n",
              "3   i'd like the lowest fare from denver to pitts...   \n",
              "4   show me a list of ground transportation at bo...   \n",
              "\n",
              "                                        query_embeds  \n",
              "0  [0.026550293, 0.012084961, -0.00881958, 0.0113...  \n",
              "1  [0.013084412, 0.01776123, -0.014343262, -0.003...  \n",
              "2  [0.02053833, -0.038482666, 0.061523438, 0.0099...  \n",
              "3  [0.0016889572, 0.015411377, -0.029052734, 0.03...  \n",
              "4  [0.03793335, -0.008010864, -0.002319336, -0.01...  "
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Embed the dataset\n",
        "df['query_embeds'] = get_embeddings(df['query'].tolist())\n",
        "df.head()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "2RrXDwpCRKae"
      },
      "source": [
        "## 1.2 - Visualize embeddings on a heatmap"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "J4by-gg6huaa"
      },
      "outputs": [],
      "source": [
        "# Reduce dimensionality using PCA\n",
        "from sklearn.decomposition import PCA\n",
        "\n",
        "# Function to return the principal components\n",
        "def get_pc(arr,n):\n",
        "  pca = PCA(n_components=n)\n",
        "  embeds_transform = pca.fit_transform(arr)\n",
        "  return embeds_transform"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "Ojnrp5fRqD_r"
      },
      "outputs": [],
      "source": [
        "# Reduce embeddings to 10 principal components to aid visualization\n",
        "embeds = np.array(df['query_embeds'].tolist())\n",
        "embeds_pc = get_pc(embeds,10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 479
        },
        "id": "ysX2i1Qa01ir",
        "outputId": "6fe3783f-5b74-4c2b-c1fa-e07b62ff6546"
      },
      "outputs": [
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airlines that fly between toronto and denver\", \"variable\": 0, \"value\": -0.005894943940818808}, {\"query\": \" show me round trip first class tickets from new york to miami\", \"variable\": 0, \"value\": -0.19588353110995688}, {\"query\": \" i'd like the lowest fare from denver to pittsburgh\", \"variable\": 0, \"value\": -0.11195366289534486}, {\"query\": \" show me a list of ground transportation at boston airport\", \"variable\": 0, \"value\": 0.31467742885461164}, {\"query\": \" show me boston ground transportation\", \"variable\": 0, \"value\": 0.4378215312547113}, {\"query\": \" of all airlines which airline has the most arrivals in atlanta\", \"variable\": 0, \"value\": -0.025553251993813243}, {\"query\": \" what ground transportation is available in boston\", \"variable\": 0, \"value\": 0.49764346620822586}, {\"query\": \" i would like your rates between atlanta and boston on september third\", \"variable\": 0, \"value\": -0.1442404124108075}, {\"query\": \" which airlines fly between boston and pittsburgh\", \"variable\": 0, \"value\": null}, {\"query\": \" show me the airlines\", \"variable\": 0, \"value\": null}, {\"query\": \" how much is a first class ticket from baltimore to san francisco\", \"variable\": 0, \"value\": null}, {\"query\": \" what kind of ground transportation is available in las vegas\", \"variable\": 0, \"value\": null}, {\"query\": \" what's the lowest round trip fare from atlanta to bwi\", \"variable\": 0, \"value\": null}, {\"query\": \" tell me about ground transportation at salt lake city\", \"variable\": 0, \"value\": null}, {\"query\": \" give me the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 0, \"value\": null}, {\"query\": \" what ground transportation is available in san francisco\", \"variable\": 0, \"value\": null}, {\"query\": \" what airlines fly from boston to san francisco\", \"variable\": 0, \"value\": null}, {\"query\": \" i would like to see the economy fares for pittsburgh to philadelphia\", \"variable\": 0, \"value\": null}, {\"query\": \" round trip first class fares new york to miami\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the economy thrift fare from boston to washington\", \"variable\": 0, \"value\": null}, {\"query\": \" what are the cheapest fares for flights from newark to la leaving wednesday after 3 pm\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the first class fare for a round trip dallas to denver\", \"variable\": 0, \"value\": null}, {\"query\": \" fares and flights from denver to philadelphia\", \"variable\": 0, \"value\": null}, {\"query\": \" please list the cost of all flights from philadelphia to denver airport next sunday\", \"variable\": 0, \"value\": null}, {\"query\": \" can you help me with ground transportation information i need to get from the airport in philadelphia to downtown philadelphia\", \"variable\": 0, \"value\": null}, {\"query\": \" i need to get downtown from the denver airport\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the cheapest round trip fare from pittsburgh to atlanta\", \"variable\": 0, \"value\": null}, {\"query\": \" which airline offers the cheapest rate going from dallas to baltimore on july fourth\", \"variable\": 0, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the fare going from baltimore to boston one way on november seventh\", \"variable\": 0, \"value\": null}, {\"query\": \" does the phoenix airport have ground transportation to and from downtown\", \"variable\": 0, \"value\": null}, {\"query\": \" what type of ground transportation is available in washington\", \"variable\": 0, \"value\": null}, {\"query\": \" is there ground transportation in boston from the airport\", \"variable\": 0, \"value\": null}, {\"query\": \" and how much does it cost to travel from boston airport to downtown\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the lowest cost for a one way ticket from boston to washington\", \"variable\": 0, \"value\": null}, {\"query\": \" how much is a round trip fare from memphis to seattle\", \"variable\": 0, \"value\": null}, {\"query\": \" which airline provides business class flights\", \"variable\": 0, \"value\": null}, {\"query\": \" first class round trip airfare from indianapolis to memphis\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the fare from boston to san francisco on united airlines flight 21\", \"variable\": 0, \"value\": null}, {\"query\": \" show me a list of ground transportation at denver\", \"variable\": 0, \"value\": null}, {\"query\": \" what limousine service in los angeles\", \"variable\": 0, \"value\": null}, {\"query\": \" what limousine service is in boston\", \"variable\": 0, \"value\": null}, {\"query\": \" what's the price of the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 0, \"value\": null}, {\"query\": \" ground transportation atl to atlanta\", \"variable\": 0, \"value\": null}, {\"query\": \" what types of ground transportation are there to san francisco airport\", \"variable\": 0, \"value\": null}, {\"query\": \" please show me airlines with flights from denver to boston stop philadelphia\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the airfare for flights from denver to pittsburgh on delta airline\", \"variable\": 0, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 0, \"value\": null}, {\"query\": \" i'd like information on the least expensive airfare round trip from pittsburgh to boston\", \"variable\": 0, \"value\": null}, {\"query\": \" show me the ground transportation to westchester county\", \"variable\": 0, \"value\": null}, {\"query\": \" how much does it cost to fly on delta from dallas to baltimore\", \"variable\": 0, \"value\": null}, {\"query\": \" how much is the cheapest flight from denver to pittsburgh with a stop in atlanta\", \"variable\": 0, \"value\": null}, {\"query\": \" show me the price of all flights from atlanta to washington dc\", \"variable\": 0, \"value\": null}, {\"query\": \" what airlines fly from new york to milwaukee to los angeles\", \"variable\": 0, \"value\": null}, {\"query\": \" please give me the cheapest round trip airfare from atlanta to philadelphia on august the first\", \"variable\": 0, \"value\": null}, {\"query\": \" what are the coach class fares on flights from pittsburgh to atlanta\", \"variable\": 0, \"value\": null}, {\"query\": \" and i'll need ground transportation for tuesday july sixth to wednesday july seventh in san diego\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the ground transport in denver\", \"variable\": 0, \"value\": null}, {\"query\": \" show me all the cheapest fares from new york to miami leaving on tuesday\", \"variable\": 0, \"value\": null}, {\"query\": \" show me prices and times for first class travel from baltimore to dallas next summer\", \"variable\": 0, \"value\": null}, {\"query\": \" what's the cheapest round trip fare between boston and washington\", \"variable\": 0, \"value\": null}, {\"query\": \" how much does flight ua 297 from denver to san francisco cost\", \"variable\": 0, \"value\": null}, {\"query\": \" ground transportation oakland\", \"variable\": 0, \"value\": null}, {\"query\": \" show me the airlines that fly from toronto to boston\", \"variable\": 0, \"value\": null}, {\"query\": \" i need your help with information on ground transportation from the airport in philadelphia to downtown\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the fare for a one way flight from boston to atlanta\", \"variable\": 0, \"value\": null}, {\"query\": \" what is the cheapest fare from denver to pittsburgh\", \"variable\": 0, \"value\": null}, {\"query\": \" 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{\"query\": \" what limousine service in los angeles\", \"variable\": 2, \"value\": null}, {\"query\": \" what limousine service is in boston\", \"variable\": 2, \"value\": null}, {\"query\": \" what's the price of the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 2, \"value\": null}, {\"query\": \" ground transportation atl to atlanta\", \"variable\": 2, \"value\": null}, {\"query\": \" what types of ground transportation are there to san francisco airport\", \"variable\": 2, \"value\": null}, {\"query\": \" please show me airlines with flights from denver to boston stop philadelphia\", \"variable\": 2, \"value\": null}, {\"query\": \" what is the airfare for flights from denver to pittsburgh on delta airline\", \"variable\": 2, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 2, \"value\": null}, {\"query\": \" i'd like information on the least expensive 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trip fare from pittsburgh to atlanta\", \"variable\": 3, \"value\": null}, {\"query\": \" which airline offers the cheapest rate going from dallas to baltimore on july fourth\", \"variable\": 3, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 3, \"value\": null}, {\"query\": \" what is the fare going from baltimore to boston one way on november seventh\", \"variable\": 3, \"value\": null}, {\"query\": \" does the phoenix airport have ground transportation to and from downtown\", \"variable\": 3, \"value\": null}, {\"query\": \" what type of ground transportation is available in washington\", \"variable\": 3, \"value\": null}, {\"query\": \" is there ground transportation in boston from the airport\", \"variable\": 3, \"value\": null}, {\"query\": \" and how much does it cost to travel from boston airport to downtown\", \"variable\": 3, \"value\": null}, {\"query\": \" what is the lowest cost for a one way 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travel from baltimore to dallas next summer\", \"variable\": 3, \"value\": null}, {\"query\": \" what's the cheapest round trip fare between boston and washington\", \"variable\": 3, \"value\": null}, {\"query\": \" how much does flight ua 297 from denver to san francisco cost\", \"variable\": 3, \"value\": null}, {\"query\": \" ground transportation oakland\", \"variable\": 3, \"value\": null}, {\"query\": \" show me the airlines that fly from toronto to boston\", \"variable\": 3, \"value\": null}, {\"query\": \" i need your help with information on ground transportation from the airport in philadelphia to downtown\", \"variable\": 3, \"value\": null}, {\"query\": \" what is the fare for a one way flight from boston to atlanta\", \"variable\": 3, \"value\": null}, {\"query\": \" what is the cheapest fare from denver to pittsburgh\", \"variable\": 3, \"value\": null}, {\"query\": \" list airlines serving between denver and san francisco\", \"variable\": 3, \"value\": null}, {\"query\": 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-0.014917843145320107}, {\"query\": \" show me boston ground transportation\", \"variable\": 4, \"value\": -0.13473900620767207}, {\"query\": \" of all airlines which airline has the most arrivals in atlanta\", \"variable\": 4, \"value\": 0.07539072655321839}, {\"query\": \" what ground transportation is available in boston\", \"variable\": 4, \"value\": -0.05444099883945424}, {\"query\": \" i would like your rates between atlanta and boston on september third\", \"variable\": 4, \"value\": 0.14289131770411523}, {\"query\": \" which airlines fly between boston and pittsburgh\", \"variable\": 4, \"value\": null}, {\"query\": \" show me the airlines\", \"variable\": 4, \"value\": null}, {\"query\": \" how much is a first class ticket from baltimore to san francisco\", \"variable\": 4, \"value\": null}, {\"query\": \" what kind of ground transportation is available in las vegas\", \"variable\": 4, \"value\": null}, {\"query\": \" what's the lowest round trip fare from atlanta to bwi\", \"variable\": 4, \"value\": null}, {\"query\": \" tell me about ground transportation at salt lake city\", \"variable\": 4, \"value\": null}, {\"query\": \" give me the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 4, \"value\": null}, {\"query\": \" what ground transportation is available in san francisco\", \"variable\": 4, \"value\": null}, {\"query\": \" what airlines fly from boston to san francisco\", \"variable\": 4, \"value\": null}, {\"query\": \" i would like to see the economy fares for pittsburgh to philadelphia\", \"variable\": 4, \"value\": null}, {\"query\": \" round trip first class fares new york to miami\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the economy thrift fare from boston to washington\", \"variable\": 4, \"value\": null}, {\"query\": \" what are the cheapest fares for flights from newark to la leaving wednesday after 3 pm\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the first class fare for a round trip dallas to denver\", \"variable\": 4, \"value\": null}, {\"query\": \" fares and flights from denver to philadelphia\", \"variable\": 4, \"value\": null}, {\"query\": \" please list the cost of all flights from philadelphia to denver airport next sunday\", \"variable\": 4, \"value\": null}, {\"query\": \" can you help me with ground transportation information i need to get from the airport in philadelphia to downtown philadelphia\", \"variable\": 4, \"value\": null}, {\"query\": \" i need to get downtown from the denver airport\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the cheapest round trip fare from pittsburgh to atlanta\", \"variable\": 4, \"value\": null}, {\"query\": \" which airline offers the cheapest rate going from dallas to baltimore on july fourth\", \"variable\": 4, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the fare going from baltimore to boston one way on november seventh\", \"variable\": 4, \"value\": null}, {\"query\": \" does the phoenix airport have ground transportation to and from downtown\", \"variable\": 4, \"value\": null}, {\"query\": \" what type of ground transportation is available in washington\", \"variable\": 4, \"value\": null}, {\"query\": \" is there ground transportation in boston from the airport\", \"variable\": 4, \"value\": null}, {\"query\": \" and how much does it cost to travel from boston airport to downtown\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the lowest cost for a one way ticket from boston to washington\", \"variable\": 4, \"value\": null}, {\"query\": \" how much is a round trip fare from memphis to seattle\", \"variable\": 4, \"value\": null}, {\"query\": \" which airline provides business class flights\", \"variable\": 4, \"value\": null}, {\"query\": \" first class round trip airfare from indianapolis to memphis\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the fare from boston to san francisco on united airlines flight 21\", \"variable\": 4, \"value\": null}, {\"query\": \" show me a list of ground transportation at denver\", \"variable\": 4, \"value\": null}, {\"query\": \" what limousine service in los angeles\", \"variable\": 4, \"value\": null}, {\"query\": \" what limousine service is in boston\", \"variable\": 4, \"value\": null}, {\"query\": \" what's the price of the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 4, \"value\": null}, {\"query\": \" ground transportation atl to atlanta\", \"variable\": 4, \"value\": null}, {\"query\": \" what types of ground transportation are there to san francisco airport\", \"variable\": 4, \"value\": null}, {\"query\": \" please show me airlines with flights from denver to boston stop philadelphia\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the airfare for flights from denver to pittsburgh on delta airline\", \"variable\": 4, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 4, \"value\": null}, {\"query\": \" i'd like information on the least expensive airfare round trip from pittsburgh to boston\", \"variable\": 4, \"value\": null}, {\"query\": \" show me the ground transportation to westchester county\", \"variable\": 4, \"value\": null}, {\"query\": \" how much does it cost to fly on delta from dallas to baltimore\", \"variable\": 4, \"value\": null}, {\"query\": \" how much is the cheapest flight from denver to pittsburgh with a stop in atlanta\", \"variable\": 4, \"value\": null}, {\"query\": \" show me the price of all flights from atlanta to washington dc\", \"variable\": 4, \"value\": null}, {\"query\": \" what airlines fly from new york to milwaukee to los angeles\", \"variable\": 4, \"value\": null}, {\"query\": \" please give me the cheapest round trip airfare from atlanta to philadelphia on august the first\", \"variable\": 4, \"value\": null}, {\"query\": \" what are the coach class fares on flights from pittsburgh to atlanta\", \"variable\": 4, \"value\": null}, {\"query\": \" and i'll need ground transportation for tuesday july sixth to wednesday july seventh in san diego\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the ground transport in denver\", \"variable\": 4, \"value\": null}, {\"query\": \" show me all the cheapest fares from new york to miami leaving on tuesday\", \"variable\": 4, \"value\": null}, {\"query\": \" show me prices and times for first class travel from baltimore to dallas next summer\", \"variable\": 4, \"value\": null}, {\"query\": \" what's the cheapest round trip fare between boston and washington\", \"variable\": 4, \"value\": null}, {\"query\": \" how much does flight ua 297 from denver to san francisco cost\", \"variable\": 4, \"value\": null}, {\"query\": \" ground transportation 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baltimore please\", \"variable\": 4, \"value\": null}, {\"query\": \" please show me airlines with flights from boston to denver\", \"variable\": 4, \"value\": null}, {\"query\": \" define airline hp\", \"variable\": 4, \"value\": null}, {\"query\": \" ground transport phoenix\", \"variable\": 4, \"value\": null}, {\"query\": \" can you find out about the ground transportation available in atlanta\", \"variable\": 4, \"value\": null}, {\"query\": \" list the fares of the delta airlines flights from boston to philadelphia\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the cheapest one way fare from atlanta to boston\", \"variable\": 4, \"value\": null}, {\"query\": \" what kind of ground transportation is there in washington dc\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the cheapest one way ticket from denver to pittsburgh\", \"variable\": 4, \"value\": null}, {\"query\": \" what airlines service pittsburgh airport\", \"variable\": 4, \"value\": null}, {\"query\": \" show me round trip fares from pittsburgh to philadelphia\", \"variable\": 4, \"value\": null}, {\"query\": \" list all the airlines that fly into general mitchell international\", \"variable\": 4, \"value\": null}, {\"query\": \" show business class fares on us air from boston to toronto\", \"variable\": 4, \"value\": null}, {\"query\": \" how much is a first class round trip from atlanta to san francisco\", \"variable\": 4, \"value\": null}, {\"query\": \" what ground transportation is there in atlanta\", \"variable\": 4, \"value\": null}, {\"query\": \" can i take a single airline from la to charlotte to newark back to la\", \"variable\": 4, \"value\": null}, {\"query\": \" what is the cost for a one way trip from pittsburgh to atlanta\", \"variable\": 4, \"value\": null}, {\"query\": \" what ground transportation is available in baltimore\", \"variable\": 4, \"value\": null}, {\"query\": \" give me the round trip coach fare from baltimore to dallas\", \"variable\": 4, \"value\": null}, {\"query\": \" which airlines fly from boston to washington dc via other cities\", \"variable\": 5, \"value\": -0.010125444975256468}, {\"query\": \" show me the airlines that fly between toronto and denver\", \"variable\": 5, \"value\": -0.09484603112893508}, {\"query\": \" show me round trip first class tickets from new york to miami\", \"variable\": 5, \"value\": 0.028137238044631543}, {\"query\": \" i'd like the lowest fare from denver to pittsburgh\", \"variable\": 5, \"value\": -0.1735036746172187}, {\"query\": \" show me a list of ground transportation at boston airport\", \"variable\": 5, \"value\": -0.18429818888422972}, {\"query\": \" show me boston ground transportation\", \"variable\": 5, \"value\": -0.19110212734283913}, {\"query\": \" of all airlines which airline has the most arrivals in atlanta\", \"variable\": 5, \"value\": 0.30751748572997517}, {\"query\": \" what ground transportation is available in boston\", \"variable\": 5, \"value\": -0.17972931741144965}, {\"query\": \" i would like your rates between atlanta and boston on september third\", \"variable\": 5, \"value\": -0.1126086611943186}, {\"query\": \" which airlines fly between boston and pittsburgh\", \"variable\": 5, \"value\": null}, {\"query\": \" show me the airlines\", \"variable\": 5, \"value\": null}, {\"query\": \" how much is a first class ticket from baltimore to san francisco\", \"variable\": 5, \"value\": null}, {\"query\": \" what kind of ground transportation is available in las vegas\", \"variable\": 5, \"value\": null}, {\"query\": \" what's the lowest round trip fare from atlanta to bwi\", \"variable\": 5, \"value\": null}, {\"query\": \" tell me about ground transportation at salt lake city\", \"variable\": 5, \"value\": null}, {\"query\": \" give me the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 5, \"value\": null}, {\"query\": \" what ground transportation is available in san francisco\", \"variable\": 5, \"value\": null}, {\"query\": \" what airlines fly from boston to san francisco\", \"variable\": 5, \"value\": null}, {\"query\": \" i would like to see the economy fares for pittsburgh to philadelphia\", \"variable\": 5, \"value\": null}, {\"query\": \" round trip first class fares new york to miami\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the economy thrift fare from boston to washington\", \"variable\": 5, \"value\": null}, {\"query\": \" what are the cheapest fares for flights from newark to la leaving wednesday after 3 pm\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the first class fare for a round trip dallas to denver\", \"variable\": 5, \"value\": null}, {\"query\": \" fares and flights from denver to philadelphia\", \"variable\": 5, \"value\": null}, {\"query\": \" please list the cost of all flights from philadelphia to denver airport next sunday\", \"variable\": 5, \"value\": null}, {\"query\": \" can you help me with ground transportation information i need to get from the airport in philadelphia to downtown philadelphia\", \"variable\": 5, \"value\": null}, {\"query\": \" i need to get downtown from the denver airport\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the cheapest round trip fare from pittsburgh to atlanta\", \"variable\": 5, \"value\": null}, {\"query\": \" which airline offers the cheapest rate going from dallas to baltimore on july fourth\", \"variable\": 5, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the fare going from baltimore to boston one way on november seventh\", \"variable\": 5, \"value\": null}, {\"query\": \" does the phoenix airport have ground transportation to and from downtown\", \"variable\": 5, \"value\": null}, {\"query\": \" what type of ground transportation is available in washington\", \"variable\": 5, \"value\": null}, {\"query\": \" is there ground transportation in boston from the airport\", \"variable\": 5, \"value\": null}, {\"query\": \" and how much does it cost to travel from boston airport to downtown\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the lowest cost for a one way ticket from boston to washington\", \"variable\": 5, \"value\": null}, {\"query\": \" how much is a round trip fare from memphis to seattle\", \"variable\": 5, \"value\": null}, {\"query\": \" which airline provides business class flights\", \"variable\": 5, \"value\": null}, {\"query\": \" first class round trip airfare from indianapolis to memphis\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the fare from boston to san francisco on united airlines flight 21\", \"variable\": 5, \"value\": null}, {\"query\": \" show me a list of ground transportation at denver\", \"variable\": 5, \"value\": null}, {\"query\": \" what limousine service in los angeles\", \"variable\": 5, \"value\": null}, {\"query\": \" what limousine service is in boston\", \"variable\": 5, \"value\": null}, {\"query\": \" what's the price of the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 5, \"value\": null}, {\"query\": \" ground transportation atl to atlanta\", \"variable\": 5, \"value\": null}, {\"query\": \" what types of ground transportation are there to san francisco airport\", \"variable\": 5, \"value\": null}, {\"query\": \" please show me airlines with flights from denver to boston stop philadelphia\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the airfare for flights from denver to pittsburgh on delta airline\", \"variable\": 5, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 5, \"value\": null}, {\"query\": \" i'd like information on the least expensive airfare round trip from pittsburgh to boston\", \"variable\": 5, \"value\": null}, {\"query\": \" show me the ground transportation to westchester county\", \"variable\": 5, \"value\": null}, {\"query\": \" how much does it cost to fly on delta from dallas to baltimore\", \"variable\": 5, \"value\": null}, {\"query\": \" how much is the cheapest flight from denver to pittsburgh with a stop in atlanta\", \"variable\": 5, \"value\": null}, {\"query\": \" show me the price of all flights from atlanta to washington dc\", \"variable\": 5, \"value\": null}, {\"query\": \" what airlines fly from new york to milwaukee to los angeles\", \"variable\": 5, \"value\": null}, {\"query\": \" please give me the cheapest round trip airfare from atlanta to philadelphia on august the first\", \"variable\": 5, \"value\": null}, {\"query\": \" what are the coach class fares on flights from pittsburgh to atlanta\", \"variable\": 5, \"value\": null}, {\"query\": \" and i'll need ground transportation for tuesday july sixth to wednesday july seventh in san diego\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the ground transport in denver\", \"variable\": 5, \"value\": null}, {\"query\": \" show me all the cheapest fares from new york to miami leaving on tuesday\", \"variable\": 5, \"value\": null}, {\"query\": \" show me prices and times for first class travel from baltimore to dallas next summer\", \"variable\": 5, \"value\": null}, {\"query\": \" what's the cheapest round trip fare between boston and washington\", \"variable\": 5, \"value\": null}, {\"query\": \" how much does flight ua 297 from denver to san francisco cost\", \"variable\": 5, \"value\": null}, {\"query\": \" ground transportation oakland\", \"variable\": 5, \"value\": null}, {\"query\": \" show me the airlines that fly from toronto to boston\", \"variable\": 5, \"value\": null}, {\"query\": \" i need your help with information on ground transportation from the airport in philadelphia to downtown\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the fare for a one way flight from boston to atlanta\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the cheapest fare from denver to pittsburgh\", \"variable\": 5, \"value\": null}, {\"query\": \" list airlines serving between denver and san francisco\", \"variable\": 5, \"value\": null}, {\"query\": \" what are the fares from newark to la monday and wednesday\", \"variable\": 5, \"value\": null}, {\"query\": \" lowest fare from san francisco to orlando\", \"variable\": 5, \"value\": null}, {\"query\": \" show me the coach fares from baltimore to dallas\", \"variable\": 5, \"value\": null}, {\"query\": \" first class fares from dallas to baltimore please\", \"variable\": 5, \"value\": null}, {\"query\": \" please show me airlines with flights from boston to denver\", \"variable\": 5, \"value\": null}, {\"query\": \" define airline hp\", \"variable\": 5, \"value\": null}, {\"query\": \" ground transport phoenix\", \"variable\": 5, \"value\": null}, {\"query\": \" can you find out about the ground transportation available in atlanta\", \"variable\": 5, \"value\": null}, {\"query\": \" list the fares of the delta airlines flights from boston to philadelphia\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the cheapest one way fare from atlanta to boston\", \"variable\": 5, \"value\": null}, {\"query\": \" what kind of ground transportation is there in washington dc\", \"variable\": 5, \"value\": null}, {\"query\": \" what is the cheapest one way ticket from denver to pittsburgh\", \"variable\": 5, \"value\": null}, {\"query\": \" what airlines service pittsburgh airport\", \"variable\": 5, \"value\": null}, {\"query\": \" show me round trip fares from pittsburgh to philadelphia\", \"variable\": 5, \"value\": null}, {\"query\": \" list all the airlines that fly into general mitchell international\", \"variable\": 5, \"value\": null}, {\"query\": \" show business class fares on us air from boston to toronto\", \"variable\": 5, \"value\": null}, {\"query\": \" how 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first class ticket from baltimore to san francisco\", \"variable\": 6, \"value\": null}, {\"query\": \" what kind of ground transportation is available in las vegas\", \"variable\": 6, \"value\": null}, {\"query\": \" what's the lowest round trip fare from atlanta to bwi\", \"variable\": 6, \"value\": null}, {\"query\": \" tell me about ground transportation at salt lake city\", \"variable\": 6, \"value\": null}, {\"query\": \" give me the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 6, \"value\": null}, {\"query\": \" what ground transportation is available in san francisco\", \"variable\": 6, \"value\": null}, {\"query\": \" what airlines fly from boston to san francisco\", \"variable\": 6, \"value\": null}, {\"query\": \" i would like to see the economy fares for pittsburgh to philadelphia\", \"variable\": 6, \"value\": null}, {\"query\": \" round trip first class fares new york to miami\", \"variable\": 6, \"value\": null}, 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{\"query\": \" how much is a round trip fare from memphis to seattle\", \"variable\": 6, \"value\": null}, {\"query\": \" which airline provides business class flights\", \"variable\": 6, \"value\": null}, {\"query\": \" first class round trip airfare from indianapolis to memphis\", \"variable\": 6, \"value\": null}, {\"query\": \" what is the fare from boston to san francisco on united airlines flight 21\", \"variable\": 6, \"value\": null}, {\"query\": \" show me a list of ground transportation at denver\", \"variable\": 6, \"value\": null}, {\"query\": \" what limousine service in los angeles\", \"variable\": 6, \"value\": null}, {\"query\": \" what limousine service is in boston\", \"variable\": 6, \"value\": null}, {\"query\": \" what's the price of the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 6, \"value\": null}, {\"query\": \" ground transportation atl to atlanta\", \"variable\": 6, \"value\": null}, {\"query\": \" what 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transportation is there in washington dc\", \"variable\": 6, \"value\": null}, {\"query\": \" what is the cheapest one way ticket from denver to pittsburgh\", \"variable\": 6, \"value\": null}, {\"query\": \" what airlines service pittsburgh airport\", \"variable\": 6, \"value\": null}, {\"query\": \" show me round trip fares from pittsburgh to philadelphia\", \"variable\": 6, \"value\": null}, {\"query\": \" list all the airlines that fly into general mitchell international\", \"variable\": 6, \"value\": null}, {\"query\": \" show business class fares on us air from boston to toronto\", \"variable\": 6, \"value\": null}, {\"query\": \" how much is a first class round trip from atlanta to san francisco\", \"variable\": 6, \"value\": null}, {\"query\": \" what ground transportation is there in atlanta\", \"variable\": 6, \"value\": null}, {\"query\": \" can i take a single airline from la to charlotte to newark back to la\", \"variable\": 6, \"value\": null}, {\"query\": \" what is the 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me the airlines that fly from toronto to boston\", \"variable\": 7, \"value\": null}, {\"query\": \" i need your help with information on ground transportation from the airport in philadelphia to downtown\", \"variable\": 7, \"value\": null}, {\"query\": \" what is the fare for a one way flight from boston to atlanta\", \"variable\": 7, \"value\": null}, {\"query\": \" what is the cheapest fare from denver to pittsburgh\", \"variable\": 7, \"value\": null}, {\"query\": \" list airlines serving between denver and san francisco\", \"variable\": 7, \"value\": null}, {\"query\": \" what are the fares from newark to la monday and wednesday\", \"variable\": 7, \"value\": null}, {\"query\": \" lowest fare from san francisco to orlando\", \"variable\": 7, \"value\": null}, {\"query\": \" show me the coach fares from baltimore to dallas\", \"variable\": 7, \"value\": null}, {\"query\": \" first class fares from dallas to baltimore please\", \"variable\": 7, \"value\": null}, {\"query\": \" 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\"variable\": 8, \"value\": null}, {\"query\": \" what's the price of the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 8, \"value\": null}, {\"query\": \" ground transportation atl to atlanta\", \"variable\": 8, \"value\": null}, {\"query\": \" what types of ground transportation are there to san francisco airport\", \"variable\": 8, \"value\": null}, {\"query\": \" please show me airlines with flights from denver to boston stop philadelphia\", \"variable\": 8, \"value\": null}, {\"query\": \" what is the airfare for flights from denver to pittsburgh on delta airline\", \"variable\": 8, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 8, \"value\": null}, {\"query\": \" i'd like information on the least expensive airfare round trip from pittsburgh to boston\", \"variable\": 8, \"value\": null}, {\"query\": \" show me the ground transportation to westchester 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null}, {\"query\": \" what is the cheapest fare from denver to pittsburgh\", \"variable\": 8, \"value\": null}, {\"query\": \" list airlines serving between denver and san francisco\", \"variable\": 8, \"value\": null}, {\"query\": \" what are the fares from newark to la monday and wednesday\", \"variable\": 8, \"value\": null}, {\"query\": \" lowest fare from san francisco to orlando\", \"variable\": 8, \"value\": null}, {\"query\": \" show me the coach fares from baltimore to dallas\", \"variable\": 8, \"value\": null}, {\"query\": \" first class fares from dallas to baltimore please\", \"variable\": 8, \"value\": null}, {\"query\": \" please show me airlines with flights from boston to denver\", \"variable\": 8, \"value\": null}, {\"query\": \" define airline hp\", \"variable\": 8, \"value\": null}, {\"query\": \" ground transport phoenix\", \"variable\": 8, \"value\": null}, {\"query\": \" can you find out about the ground transportation available in atlanta\", \"variable\": 8, \"value\": null}, {\"query\": \" list the fares of the delta airlines flights from boston to philadelphia\", \"variable\": 8, \"value\": null}, {\"query\": \" what is the cheapest one way fare from atlanta to boston\", \"variable\": 8, \"value\": null}, {\"query\": \" what kind of ground transportation is there in washington dc\", \"variable\": 8, \"value\": null}, {\"query\": \" what is the cheapest one way ticket from denver to pittsburgh\", \"variable\": 8, \"value\": null}, {\"query\": \" what airlines service pittsburgh airport\", \"variable\": 8, \"value\": null}, {\"query\": \" show me round trip fares from pittsburgh to philadelphia\", \"variable\": 8, \"value\": null}, {\"query\": \" list all the airlines that fly into general mitchell international\", \"variable\": 8, \"value\": null}, {\"query\": \" show business class fares on us air from boston to toronto\", \"variable\": 8, \"value\": null}, {\"query\": \" how much is a first class round trip from atlanta to san francisco\", \"variable\": 8, \"value\": null}, {\"query\": \" what ground transportation is there in atlanta\", \"variable\": 8, \"value\": null}, {\"query\": \" can i take a single airline from la to charlotte to newark back to la\", \"variable\": 8, \"value\": null}, {\"query\": \" what is the cost for a one way trip from pittsburgh to atlanta\", \"variable\": 8, \"value\": null}, {\"query\": \" what ground transportation is available in baltimore\", \"variable\": 8, \"value\": null}, {\"query\": \" give me the round trip coach fare from baltimore to dallas\", \"variable\": 8, \"value\": null}, {\"query\": \" which airlines fly from boston to washington dc via other cities\", \"variable\": 9, \"value\": -0.05831021449546375}, {\"query\": \" show me the airlines that fly between toronto and denver\", \"variable\": 9, \"value\": 0.014722414297667333}, {\"query\": \" show me round trip first class tickets from new york to miami\", \"variable\": 9, \"value\": -0.31518546434391814}, {\"query\": \" i'd like the lowest fare from denver to pittsburgh\", \"variable\": 9, \"value\": 0.24232977123851804}, {\"query\": \" show me a list of ground transportation at boston airport\", \"variable\": 9, \"value\": -0.08709659701113032}, {\"query\": \" show me boston ground transportation\", \"variable\": 9, \"value\": 0.003324712845105045}, {\"query\": \" of all airlines which airline has the most arrivals in atlanta\", \"variable\": 9, \"value\": 0.11923548596333264}, {\"query\": \" what ground transportation is available in boston\", \"variable\": 9, \"value\": -0.015385484542746086}, {\"query\": \" i would like your rates between atlanta and boston on september third\", \"variable\": 9, \"value\": 0.10562299916795019}, {\"query\": \" which airlines fly between boston and pittsburgh\", \"variable\": 9, \"value\": null}, {\"query\": \" show me the airlines\", \"variable\": 9, \"value\": null}, {\"query\": \" how much is a first class ticket from baltimore to san francisco\", \"variable\": 9, \"value\": null}, {\"query\": \" what kind of ground transportation is available in las vegas\", \"variable\": 9, \"value\": null}, {\"query\": \" what's the lowest round trip fare from atlanta to bwi\", \"variable\": 9, \"value\": null}, {\"query\": \" tell me about ground transportation at salt lake city\", \"variable\": 9, \"value\": null}, {\"query\": \" give me the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 9, \"value\": null}, {\"query\": \" what ground transportation is available in san francisco\", \"variable\": 9, \"value\": null}, {\"query\": \" what airlines fly from boston to san francisco\", \"variable\": 9, \"value\": null}, {\"query\": \" i would like to see the economy fares for pittsburgh to philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" round trip first class fares new york to miami\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the economy thrift fare from boston to washington\", \"variable\": 9, \"value\": null}, {\"query\": \" what are the cheapest fares for flights from newark to la leaving wednesday after 3 pm\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the first class fare for a round trip dallas to denver\", \"variable\": 9, \"value\": null}, {\"query\": \" fares and flights from denver to philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" please list the cost of all flights from philadelphia to denver airport next sunday\", \"variable\": 9, \"value\": null}, {\"query\": \" can you help me with ground transportation information i need to get from the airport in philadelphia to downtown philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" i need to get downtown from the denver airport\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the cheapest round trip fare from pittsburgh to atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" which airline offers the cheapest rate going from dallas to baltimore on july fourth\", \"variable\": 9, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the fare going from baltimore to boston one way on november seventh\", \"variable\": 9, \"value\": null}, {\"query\": \" does the phoenix airport have ground transportation to and from downtown\", \"variable\": 9, \"value\": null}, {\"query\": \" what type of ground transportation is available in washington\", \"variable\": 9, \"value\": null}, {\"query\": \" is there ground transportation in boston from the airport\", \"variable\": 9, \"value\": null}, {\"query\": \" and how much does it cost to travel from boston airport to downtown\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the lowest cost for a one way ticket from boston to washington\", \"variable\": 9, \"value\": null}, {\"query\": \" how much is a round trip fare from memphis to seattle\", \"variable\": 9, \"value\": null}, {\"query\": \" which airline provides business class flights\", \"variable\": 9, \"value\": null}, {\"query\": \" first class round trip airfare from indianapolis to memphis\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the fare from boston to san francisco on united airlines flight 21\", \"variable\": 9, \"value\": null}, {\"query\": \" show me a list of ground transportation at denver\", \"variable\": 9, \"value\": null}, {\"query\": \" what limousine service in los angeles\", \"variable\": 9, \"value\": null}, {\"query\": \" what limousine service is in boston\", \"variable\": 9, \"value\": null}, {\"query\": \" what's the price of the least expensive first class round trip ticket on us air from cleveland to miami\", \"variable\": 9, \"value\": null}, {\"query\": \" ground transportation atl to atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" what types of ground transportation are there to san francisco airport\", \"variable\": 9, \"value\": null}, {\"query\": \" please show me airlines with flights from denver to boston stop philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the airfare for flights from denver to pittsburgh on delta airline\", \"variable\": 9, \"value\": null}, {\"query\": \" tell me about ground transportation between orlando international and orlando\", \"variable\": 9, \"value\": null}, {\"query\": \" i'd like information on the least expensive airfare round trip from pittsburgh to boston\", \"variable\": 9, \"value\": null}, {\"query\": \" show me the ground transportation to westchester county\", \"variable\": 9, \"value\": null}, {\"query\": \" how much does it cost to fly on delta from dallas to baltimore\", \"variable\": 9, \"value\": null}, {\"query\": \" how much is the cheapest flight from denver to pittsburgh with a stop in atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" show me the price of all flights from atlanta to washington dc\", \"variable\": 9, \"value\": null}, {\"query\": \" what airlines fly from new york to milwaukee to los angeles\", \"variable\": 9, \"value\": null}, {\"query\": \" please give me the cheapest round trip airfare from atlanta to philadelphia on august the first\", \"variable\": 9, \"value\": null}, {\"query\": \" what are the coach class fares on flights from pittsburgh to atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" and i'll need ground transportation for tuesday july sixth to wednesday july seventh in san diego\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the ground transport in denver\", \"variable\": 9, \"value\": null}, {\"query\": \" show me all the cheapest fares from new york to miami leaving on tuesday\", \"variable\": 9, \"value\": null}, {\"query\": \" show me prices and times for first class travel from baltimore to dallas next summer\", \"variable\": 9, \"value\": null}, {\"query\": \" what's the cheapest round trip fare between boston and washington\", \"variable\": 9, \"value\": null}, {\"query\": \" how much does flight ua 297 from denver to san francisco cost\", \"variable\": 9, \"value\": null}, {\"query\": \" ground transportation oakland\", \"variable\": 9, \"value\": null}, {\"query\": \" show me the airlines that fly from toronto to boston\", \"variable\": 9, \"value\": null}, {\"query\": \" i need your help with information on ground transportation from the airport in philadelphia to downtown\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the fare for a one way flight from boston to atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the cheapest fare from denver to pittsburgh\", \"variable\": 9, \"value\": null}, {\"query\": \" list airlines serving between denver and san francisco\", \"variable\": 9, \"value\": null}, {\"query\": \" what are the fares from newark to la monday and wednesday\", \"variable\": 9, \"value\": null}, {\"query\": \" lowest fare from san francisco to orlando\", \"variable\": 9, \"value\": null}, {\"query\": \" show me the coach fares from baltimore to dallas\", \"variable\": 9, \"value\": null}, {\"query\": \" first class fares from dallas to baltimore please\", \"variable\": 9, \"value\": null}, {\"query\": \" please show me airlines with flights from boston to denver\", \"variable\": 9, \"value\": null}, {\"query\": \" define airline hp\", \"variable\": 9, \"value\": null}, {\"query\": \" ground transport phoenix\", \"variable\": 9, \"value\": null}, {\"query\": \" can you find out about the ground transportation available in atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" list the fares of the delta airlines flights from boston to philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the cheapest one way fare from atlanta to boston\", \"variable\": 9, \"value\": null}, {\"query\": \" what kind of ground transportation is there in washington dc\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the cheapest one way ticket from denver to pittsburgh\", \"variable\": 9, \"value\": null}, {\"query\": \" what airlines service pittsburgh airport\", \"variable\": 9, \"value\": null}, {\"query\": \" show me round trip fares from pittsburgh to philadelphia\", \"variable\": 9, \"value\": null}, {\"query\": \" list all the airlines that fly into general mitchell international\", \"variable\": 9, \"value\": null}, {\"query\": \" show business class fares on us air from boston to toronto\", \"variable\": 9, \"value\": null}, {\"query\": \" how much is a first class round trip from atlanta to san francisco\", \"variable\": 9, \"value\": null}, {\"query\": \" what ground transportation is there in atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" can i take a single airline from la to charlotte to newark back to la\", \"variable\": 9, \"value\": null}, {\"query\": \" what is the cost for a one way trip from pittsburgh to atlanta\", \"variable\": 9, \"value\": null}, {\"query\": \" what ground transportation is available in baltimore\", \"variable\": 9, \"value\": null}, {\"query\": \" give me the round trip coach fare from baltimore to dallas\", \"variable\": 9, \"value\": null}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ],
            "text/plain": [
              "alt.Chart(...)"
            ]
          },
          "execution_count": 9,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Set sample size to visualize\n",
        "sample = 9\n",
        "\n",
        "# Reshape the data for visualization purposes\n",
        "source = pd.DataFrame(embeds_pc)[:sample]\n",
        "source = pd.concat([source,df['query']], axis=1)\n",
        "source = source.melt(id_vars=['query'])\n",
        "\n",
        "# Configure the plot\n",
        "chart = alt.Chart(source).mark_rect().encode(\n",
        "    x=alt.X('variable:N', title=\"Embedding\"),\n",
        "    y=alt.Y('query:N', title='',axis=alt.Axis(labelLimit=500)),\n",
        "    color=alt.Color('value:Q', title=\"Value\", scale=alt.Scale(\n",
        "                range=[\"#917EF3\", \"#000000\"]))\n",
        ")\n",
        "\n",
        "result = chart.configure(background='#ffffff'\n",
        "        ).properties(\n",
        "        width=700,\n",
        "        height=400,\n",
        "        title='Embeddings with 10 dimensions'\n",
        "       ).configure_axis(\n",
        "      labelFontSize=15,\n",
        "      titleFontSize=12)\n",
        "\n",
        "# Show the plot\n",
        "result"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "O0mvD5KwjbbY"
      },
      "source": [
        "Notice the 3 inquiries about ground transportation in Boston - their embeddings patterns are very similar, and at the same time are distinctive from the rest."
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "Vw83FQxcqXKC"
      },
      "source": [
        "## 1.3 - Visualize embeddings on a 2D plot"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "31Zq9VTdBrny"
      },
      "outputs": [],
      "source": [
        "# Function to generate the 2D plot\n",
        "def generate_chart(df,xcol,ycol,lbl='on',color='basic',title=''):\n",
        "  chart = alt.Chart(df).mark_circle(size=500).encode(\n",
        "    x=\n",
        "    alt.X(xcol,\n",
        "        scale=alt.Scale(zero=False),\n",
        "        axis=alt.Axis(labels=False, ticks=False, domain=False)\n",
        "    ),\n",
        "\n",
        "    y=\n",
        "    alt.Y(ycol,\n",
        "        scale=alt.Scale(zero=False),\n",
        "        axis=alt.Axis(labels=False, ticks=False, domain=False)\n",
        "    ),\n",
        "    \n",
        "    color= alt.value('#333293') if color == 'basic' else color,\n",
        "    tooltip=['query']\n",
        "    )\n",
        "\n",
        "  if lbl == 'on':\n",
        "    text = chart.mark_text(align='left', baseline='middle',dx=15, size=13,color='black').encode(text='query', color= alt.value('black'))\n",
        "  else:\n",
        "    text = chart.mark_text(align='left', baseline='middle',dx=10).encode()\n",
        "\n",
        "  result = (chart + text).configure(background=\"#FDF7F0\"\n",
        "        ).properties(\n",
        "        width=800,\n",
        "        height=500,\n",
        "        title=title\n",
        "       ).configure_legend(\n",
        "  orient='bottom', titleFontSize=18,labelFontSize=18)\n",
        "        \n",
        "  return result"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>query</th>\n",
              "      <th>query_embeds</th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>which airlines fly from boston to washington ...</td>\n",
              "      <td>[0.026550293, 0.012084961, -0.00881958, 0.0113...</td>\n",
              "      <td>-0.072832</td>\n",
              "      <td>0.248246</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>show me the airlines that fly between toronto...</td>\n",
              "      <td>[0.013084412, 0.01776123, -0.014343262, -0.003...</td>\n",
              "      <td>-0.005895</td>\n",
              "      <td>0.323465</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>show me round trip first class tickets from n...</td>\n",
              "      <td>[0.02053833, -0.038482666, 0.061523438, 0.0099...</td>\n",
              "      <td>-0.195884</td>\n",
              "      <td>-0.075186</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>i'd like the lowest fare from denver to pitts...</td>\n",
              "      <td>[0.0016889572, 0.015411377, -0.029052734, 0.03...</td>\n",
              "      <td>-0.111954</td>\n",
              "      <td>-0.204092</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>show me a list of ground transportation at bo...</td>\n",
              "      <td>[0.03793335, -0.008010864, -0.002319336, -0.01...</td>\n",
              "      <td>0.314677</td>\n",
              "      <td>0.225571</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                               query  \\\n",
              "0   which airlines fly from boston to washington ...   \n",
              "1   show me the airlines that fly between toronto...   \n",
              "2   show me round trip first class tickets from n...   \n",
              "3   i'd like the lowest fare from denver to pitts...   \n",
              "4   show me a list of ground transportation at bo...   \n",
              "\n",
              "                                        query_embeds         0         1  \n",
              "0  [0.026550293, 0.012084961, -0.00881958, 0.0113... -0.072832  0.248246  \n",
              "1  [0.013084412, 0.01776123, -0.014343262, -0.003... -0.005895  0.323465  \n",
              "2  [0.02053833, -0.038482666, 0.061523438, 0.0099... -0.195884 -0.075186  \n",
              "3  [0.0016889572, 0.015411377, -0.029052734, 0.03... -0.111954 -0.204092  \n",
              "4  [0.03793335, -0.008010864, -0.002319336, -0.01...  0.314677  0.225571  "
            ]
          },
          "execution_count": 27,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_pc2.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 563
        },
        "id": "3wYpgEdvaUVz",
        "outputId": "9b978de7-3070-46a1-b6d1-609b5072ff9c"
      },
      "outputs": [
        {
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              "</script>"
            ],
            "text/plain": [
              "alt.LayerChart(...)"
            ]
          },
          "execution_count": 12,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Reduce embeddings to 2 principal components to aid visualization\n",
        "embeds_pc2 = get_pc(embeds,2)\n",
        "\n",
        "# Add the principal components to dataframe\n",
        "df_pc2 = pd.concat([df, pd.DataFrame(embeds_pc2)], axis=1)\n",
        "\n",
        "# Plot the 2D embeddings on a chart\n",
        "df_pc2.columns = df_pc2.columns.astype(str)\n",
        "generate_chart(df_pc2.iloc[:sample],'0','1',title='2D Embeddings')"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "yf0ktJUokJxB"
      },
      "source": [
        "Here texts of similar meaning are located close together. We see inquiries about tickets on the left, inquiries about airlines somewhere around the middle, and inquiries about ground transportation on the top right."
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "HXqN90lnyv6A"
      },
      "source": [
        "# 2. Use Cases"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "_AY_M2m5iviz"
      },
      "source": [
        "## 2.1 - Semantic Search\n",
        "\n",
        "\n"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "kcaWU80nkXrz"
      },
      "source": [
        "Semantic, or similarity search, that can surface results based on the context or semantic meaning of a query instead of purely keyword-matching."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "Ej5FdpdZu1cC"
      },
      "outputs": [],
      "source": [
        "# Calculate cosine similarity between the search query and existing queries\n",
        "\n",
        "from sklearn.metrics.pairwise import cosine_similarity\n",
        "\n",
        "def get_similarity(target,candidates):\n",
        "  # Turn list into array\n",
        "  candidates = np.array(candidates)\n",
        "  target = np.expand_dims(np.array(target),axis=0)\n",
        "\n",
        "  # Calculate cosine similarity\n",
        "  sim = cosine_similarity(target,candidates)\n",
        "  sim = np.squeeze(sim).tolist()\n",
        "  sort_index = np.argsort(sim)[::-1]\n",
        "  sort_score = [sim[i] for i in sort_index]\n",
        "  similarity_scores = zip(sort_index,sort_score)\n",
        "\n",
        "  # Return similarity scores\n",
        "  return similarity_scores\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "fT5DTUFqodyJ"
      },
      "outputs": [],
      "source": [
        "# Add new query\n",
        "new_query = \"show business fares\"\n",
        "\n",
        "# Get embeddings of the new query\n",
        "new_query_embeds = get_embeddings([new_query], input_type=\"search_query\")[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CqP2riamnCA5",
        "outputId": "56e0ac84-c1e5-4f88-b99c-c7a59ac881ad"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Query:\n",
            "show business fares \n",
            "\n",
            "Similar queries:\n",
            "Similarity: 0.28;  show me round trip first class tickets from new york to miami\n",
            "Similarity: 0.24;  show me boston ground transportation\n",
            "Similarity: 0.23;  i'd like the lowest fare from denver to pittsburgh\n",
            "Similarity: 0.21;  which airlines fly from boston to washington dc via other cities\n",
            "Similarity: 0.21;  i would like your rates between atlanta and boston on september third\n",
            "Similarity: 0.20;  what ground transportation is available in boston\n",
            "Similarity: 0.20;  of all airlines which airline has the most arrivals in atlanta\n",
            "Similarity: 0.20;  show me the airlines that fly between toronto and denver\n",
            "Similarity: 0.19;  show me a list of ground transportation at boston airport\n"
          ]
        }
      ],
      "source": [
        "# Get the similarity between the search query and existing queries\n",
        "similarity = get_similarity(new_query_embeds,embeds[:sample])\n",
        "\n",
        "# View the top 5 articles\n",
        "print('Query:')\n",
        "print(new_query,'\\n')\n",
        "\n",
        "print('Similar queries:')\n",
        "for idx,sim in similarity:\n",
        "  print(f'Similarity: {sim:.2f};',df.iloc[idx]['query'])"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "VZV8TQDtksYA"
      },
      "source": [
        "The top-ranked FAQ we get is an inquiry about first-class tickets, which is very relevant considering the other options. Notice that it doesn’t contain the keyword “business” and nor does the search query contain the keyword “class”. But their meanings turn out to be the most similar compared to the rest and are captured in their embeddings."
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "AK7knkdF8cTy"
      },
      "source": [
        "### Plot the new query and existing queries on a chart"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "id": "7pRoLb6xprXw"
      },
      "outputs": [],
      "source": [
        "# Create new dataframe and append new query\n",
        "df_sem = df.copy()\n",
        "df_sem.loc[len(df_sem.index)] = [new_query, new_query_embeds]\n",
        "\n",
        "# Reduce embeddings dimension to 2\n",
        "embeds_sem = np.array(df_sem['query_embeds'].tolist())\n",
        "embeds_sem_pc2 = get_pc(embeds_sem,2)\n",
        "\n",
        "# Add the principal components to dataframe\n",
        "df_sem_pc2 = pd.concat([df_sem, pd.DataFrame(embeds_sem_pc2)], axis=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 622
        },
        "id": "qyYa_7MuvCPw",
        "outputId": "449344e5-f7c9-4f48-a447-0c2a79b5a2ca"
      },
      "outputs": [
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              "      return (VEGA_DEBUG[key] == version) ?\n",
              "        Promise.resolve(paths[lib]) :\n",
              "        new Promise(function(resolve, reject) {\n",
              "          var s = document.createElement('script');\n",
              "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "          s.async = true;\n",
              "          s.onload = () => {\n",
              "            VEGA_DEBUG[key] = version;\n",
              "            return resolve(paths[lib]);\n",
              "          };\n",
              "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "          s.src = paths[lib];\n",
              "        });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else {\n",
              "      maybeLoadScript(\"vega\", \"5\")\n",
              "        .then(() => maybeLoadScript(\"vega-lite\", \"5.15.1\"))\n",
              "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
              "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}, \"background\": \"#FDF7F0\", \"legend\": {\"labelFontSize\": 18, \"orient\": \"bottom\", \"titleFontSize\": 18}}, \"layer\": [{\"mark\": {\"type\": \"circle\", \"size\": 500}, \"encoding\": {\"color\": {\"field\": \"Source\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"query\", \"type\": \"nominal\"}], \"x\": {\"axis\": {\"domain\": false, \"labels\": false, \"ticks\": false}, \"field\": \"0\", \"scale\": {\"zero\": false}, \"type\": \"quantitative\"}, \"y\": {\"axis\": {\"domain\": false, \"labels\": false, \"ticks\": false}, \"field\": \"1\", \"scale\": {\"zero\": false}, \"type\": \"quantitative\"}}}, {\"mark\": {\"type\": \"text\", \"align\": \"left\", \"baseline\": \"middle\", \"color\": \"black\", \"dx\": 15, \"size\": 13}, \"encoding\": {\"color\": {\"value\": \"black\"}, \"text\": {\"field\": \"query\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"query\", \"type\": 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              "</script>"
            ],
            "text/plain": [
              "alt.LayerChart(...)"
            ]
          },
          "execution_count": 28,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Create column for representing chart legend\n",
        "df_sem_pc2['Source'] = 'Existing'\n",
        "df_sem_pc2.at[len(df_sem_pc2)-1, 'Source'] = \"New\"\n",
        "\n",
        "# Plot on a chart\n",
        "df_sem_pc2.columns = df_sem_pc2.columns.astype(str)\n",
        "selection = list(range(sample)) + [-1]\n",
        "generate_chart(df_sem_pc2.iloc[selection],'0','1',color='Source',title='Semantic Search')"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "q57jExJMkxF3"
      },
      "source": [
        "On a plot, we see that the new query is located closest to the FAQ about first-class tickets."
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "GntvUvgRl-pm"
      },
      "source": [
        "# 2.2 - Clustering\n"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "ZCmYbVf2k3mG"
      },
      "source": [
        "Clustering is a process of grouping similar documents into clusters. It is used to organize a large number of documents into a smaller number of groups and lets us discover emerging patterns in the documents."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 678
        },
        "id": "3ahG_5NLu2CH",
        "outputId": "19fe9c4b-8dc7-49c7-efe0-850dc6ece109"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/Users/meor/anaconda3/lib/python3.11/site-packages/sklearn/cluster/_kmeans.py:1412: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
            "  super()._check_params_vs_input(X, default_n_init=10)\n"
          ]
        },
        {
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              "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
              "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.15.1?noext\",\n",
              "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
              "    };\n",
              "\n",
              "    function maybeLoadScript(lib, version) {\n",
              "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
              "      return (VEGA_DEBUG[key] == version) ?\n",
              "        Promise.resolve(paths[lib]) :\n",
              "        new Promise(function(resolve, reject) {\n",
              "          var s = document.createElement('script');\n",
              "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
              "          s.async = true;\n",
              "          s.onload = () => {\n",
              "            VEGA_DEBUG[key] = version;\n",
              "            return resolve(paths[lib]);\n",
              "          };\n",
              "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
              "          s.src = paths[lib];\n",
              "        });\n",
              "    }\n",
              "\n",
              "    function showError(err) {\n",
              "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
              "      throw err;\n",
              "    }\n",
              "\n",
              "    function displayChart(vegaEmbed) {\n",
              "      vegaEmbed(outputDiv, spec, embedOpt)\n",
              "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
              "    }\n",
              "\n",
              "    if(typeof define === \"function\" && define.amd) {\n",
              "      requirejs.config({paths});\n",
              "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
              "    } else {\n",
              "      maybeLoadScript(\"vega\", \"5\")\n",
              "        .then(() => maybeLoadScript(\"vega-lite\", \"5.15.1\"))\n",
              "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
              "        .catch(showError)\n",
              "        .then(() => displayChart(vegaEmbed));\n",
              "    }\n",
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              "</script>"
            ],
            "text/plain": [
              "alt.LayerChart(...)"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "from sklearn.cluster import KMeans\n",
        "\n",
        "# Embed the text for clustering\n",
        "df['clustering_embeds'] = get_embeddings(df['query'].tolist(), input_type=\"clustering\")\n",
        "embeds = np.array(df['clustering_embeds'].tolist())\n",
        "\n",
        "# Pick the number of clusters\n",
        "df_clust = df_pc2.copy()\n",
        "n_clusters=2\n",
        "\n",
        "# Cluster the embeddings\n",
        "kmeans_model = KMeans(n_clusters=n_clusters, random_state=0)\n",
        "classes = kmeans_model.fit_predict(embeds).tolist()\n",
        "df_clust['cluster'] = (list(map(str,classes)))\n",
        "\n",
        "# Plot on a chart\n",
        "df_clust.columns = df_clust.columns.astype(str)\n",
        "generate_chart(df_clust.iloc[:sample],'0','1',lbl='on',color='cluster',title='Clustering with 2 Clusters')"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "bfpDZ-HUlDCm"
      },
      "source": [
        "When specified with 2 clusters to group the documents by, the algorithm looks to be spot on, where it generates one cluster related to airline information and one cluster related to ground service information."
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "kUlQBDilGLMp"
      },
      "source": [
        "## 2.3 - Classification "
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "a4BNVTjClW0U"
      },
      "source": [
        "While clustering is an unsupervised learning algorithm where we don’t know the number of classes and what they are, classification is a supervised learning algorithm where we do know them."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "fIOl7pM8jTiA"
      },
      "outputs": [],
      "source": [
        "# Bring back the 'intent' column so we can build the classifier\n",
        "df_class = df_pc2.copy()\n",
        "df_class['intent'] = intents\n",
        "\n",
        "# Use the remaining dataset as training data\n",
        "df_test = df_class[:sample]\n",
        "df_train = df_class[sample:]\n",
        "\n",
        "# Reset the index of the slices\n",
        "df_test = df_test.reset_index(drop=True)\n",
        "df_train = df_train.reset_index(drop=True)\n",
        "\n",
        "df_test = df_test.drop('query_embeds', axis=1)\n",
        "df_train = df_train.drop('query_embeds', axis=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Embed the text for clustering\n",
        "df_train['classification_embeds'] = get_embeddings(df_train['query'].tolist(), input_type=\"classification\")\n",
        "# embeds = np.array(df_train['classification_embeds'].tolist())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 126
        },
        "id": "zTi4tibQv3ho",
        "outputId": "f0741610-6aa8-4595-bcc9-38f4b63fa9a5"
      },
      "outputs": [
        {
          "data": {
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              "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Pipeline(steps=[(&#x27;standardscaler&#x27;, StandardScaler()), (&#x27;svc&#x27;, SVC())])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Pipeline</label><div class=\"sk-toggleable__content\"><pre>Pipeline(steps=[(&#x27;standardscaler&#x27;, StandardScaler()), (&#x27;svc&#x27;, SVC())])</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">StandardScaler</label><div class=\"sk-toggleable__content\"><pre>StandardScaler()</pre></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SVC</label><div class=\"sk-toggleable__content\"><pre>SVC()</pre></div></div></div></div></div></div></div>"
            ],
            "text/plain": [
              "Pipeline(steps=[('standardscaler', StandardScaler()), ('svc', SVC())])"
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Train the classifier with Support Vector Machine (SVM) algorithm\n",
        "\n",
        "# import SVM classifier code\n",
        "from sklearn.svm import SVC\n",
        "from sklearn.pipeline import make_pipeline\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "\n",
        "\n",
        "# Initialize the classifier\n",
        "svm_classifier = make_pipeline(StandardScaler(), SVC())\n",
        "\n",
        "# Prepare the training features and label\n",
        "features = df_train['classification_embeds'].tolist()\n",
        "label = df_train['intent']\n",
        "\n",
        "# Fit the support vector machine\n",
        "svm_classifier.fit(features, label)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Sb8ap9xhv3en",
        "outputId": "2b4b553a-1df4-49f6-a1c4-76e0d9fdf959"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Prediction accuracy is 100.0%\n"
          ]
        }
      ],
      "source": [
        "# Predict with test data\n",
        "\n",
        "# Prepare the test inputs\n",
        "# df_test = df_test.copy()\n",
        "df_test['classification_embeds'] = get_embeddings(df_test['query'].tolist(), input_type=\"classification\")\n",
        "inputs = df_test['classification_embeds'].tolist()\n",
        "\n",
        "# Predict the labels\n",
        "df_test['intent_pred'] = svm_classifier.predict(inputs)\n",
        "\n",
        "# Compute the score\n",
        "score = svm_classifier.score(inputs, df_test['intent'])\n",
        "print(f\"Prediction accuracy is {100*score}%\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 622
        },
        "id": "YDhnjgp-evEt",
        "outputId": "6911cc5c-17b0-4ab3-efc8-e3c2886b191f"
      },
      "outputs": [
        {
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              "</script>"
            ],
            "text/plain": [
              "alt.LayerChart(...)"
            ]
          },
          "execution_count": 25,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Plot the predicted classes\n",
        "df_test.columns = df_test.columns.astype(str)\n",
        "generate_chart(df_test,'0','1',lbl='off',color='intent_pred',title='Classification - Prediction')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 622
        },
        "id": "HJeOKIN6Pmin",
        "outputId": "715281da-6f7c-4526-b64e-e72904c8a97c"
      },
      "outputs": [
        {
          "data": {
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-0.045196533, 0.014045715, -0.013053894, -0.05279541, 0.0061912537, -0.026901245, -0.011955261, -0.04208374, -0.006362915], \"intent_pred\": \"atis_airfare\"}]}}, {\"mode\": \"vega-lite\"});\n",
              "</script>"
            ],
            "text/plain": [
              "alt.LayerChart(...)"
            ]
          },
          "execution_count": 26,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Plot the actual classes\n",
        "generate_chart(df_test,'0','1',lbl='off',color='intent',title='Classification - Actual')"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "zPa0bYTqlkZU"
      },
      "source": [
        "The two plots above show that all predictions (each class is represented by one color) match the actual classes."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": []
    }
  ],
  "metadata": {
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    "gpuClass": "standard",
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      "language": "python",
      "name": "python3"
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